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Reasoning

2595 directly classified papers

Papers per year

Papers

Evaluating Generalization Capability of Language Models across Abductive, Deductive and Inductive Logical Reasoning COLING 2025

Large Language Models as an Indirect Reasoner: Contrapositive and Contradiction for Automated Reasoning COLING 2025

Testing Humor Theory Using Word and Sentence Embeddings COLING 2025

Structured Knowledge meets GenAI: A Framework for Logic-Driven Language Models COLING 2025

CaLQuest.PT: Towards the Collection and Evaluation of Natural Causal Ladder Questions in Portuguese for AI Agents COLING 2025

From Chain to Tree: Refining Chain-like Rules into Tree-like Rules on Knowledge Graphs COLING 2025

Neuro-Conceptual Artificial Intelligence: Integrating OPM with Deep Learning to Enhance Question Answering Quality COLING 2025

Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond ACL 2025

VCD: A Dataset for Visual Commonsense Discovery in Images ACL 2025

Correcting on Graph: Faithful Semantic Parsing over Knowledge Graphs with Large Language Models ACL 2025

Breaking the Reasoning Barrier A Survey on LLM Complex Reasoning through the Lens of Self-Evolution ACL 2025

Agents generalize to novel levels of abstraction by using adaptive linguistic strategies ACL 2025

Not quite Sherlock Holmes: Language model predictions do not reliably differentiate impossible from improbable events ACL 2025

Natural Logic at the Core: Dynamic Rewards for Entailment Tree Generation ACL 2025

MPBench: A Comprehensive Multimodal Reasoning Benchmark for Process Errors Identification ACL 2025

CoRE: Condition-based Reasoning for Identifying Outcome Variance in Complex Events ACL 2025

VLIPP: Towards Physically Plausible Video Generation with Vision and Language Informed Physical Prior ICCV 2025

Text2World: Benchmarking Large Language Models for Symbolic World Model Generation ACL 2025

FinanceReasoning: Benchmarking Financial Numerical Reasoning More Credible, Comprehensive and Challenging ACL 2025

HS-STaR: Hierarchical Sampling for Self-Taught Reasoners via Difficulty Estimation and Budget Reallocation EMNLP 2025

Hybrid Graphs for Table-and-Text based Question Answering using LLMs NAACL 2025

Self-Harmonized Chain of Thought NAACL 2025

Large Language Models Are Cross-Lingual Knowledge-Free Reasoners NAACL 2025

Investigating the (De)Composition Capabilities of Large Language Models in Natural-to-Formal Language Conversion NAACL 2025

MEDDxAgent: A Unified Modular Agent Framework for Explainable Automatic Differential Diagnosis ACL 2025